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Record W4406196055 · doi:10.1002/alz.088083

Navigating Cultural Nuances: Understanding and Addressing Formal Care Utilization among Latino Family Caregivers of Older Adults with Dementia

2024· article· en· W4406196055 on OpenAlexaboutno aff
Alma A. Manzo, Maggie Britton, Joahana Segundo, Zachary G. Baker

Bibliographic record

VenueAlzheimer s & Dementia · 2024
Typearticle
Languageen
FieldPsychology
TopicFamily Caregiving in Mental Illness
Canadian institutionsnot available
Fundersnot available
KeywordsDementiaPsychologyPreferenceFamily caregiversGerontologyNursingDiseaseMedicine

Abstract

fetched live from OpenAlex

Abstract Background In the United States, Latino older adults are 1.5x more likely to develop Alzheimer’s disease than non‐Latino White older adults. Latino Family Caregivers (LFC) maintain home care for longer periods of time but use formal care less. Latino cultural values such as familismo influence how LFC provide care, but many LFC report a lack of family assistance that might otherwise compensate for lower formal care usage. Methods Phenomenological methodology was employed to understand LFC of people with dementia (n = 14). Participants were both female (n = 6) and male (n = 8) and interviews were conducted in both English (n = 8) and Spanish (n = 6). These semi‐structured interviews were analyzed via content analysis using NVivo 14 software. A primarily inductive approach was used to code the interviews; however, concepts were influenced by the Ottawa Decision Support Framework. Results Two main categories were identified, (1) Reasons LFC might refrain from using formal care and (2) How/when LFC choose formal care. (1) Many LFC conceptualized formal care as untrustworthy (n = 10), unsafe (n = 8), expensive (n = 13), and found financial support elusive (n = 12). (2) However, LFC are likely to use at home formal care as disease severity progresses (n = 8). Discussing formal care decisions with family was common (n = 6), but consulting a doctor for advice was a majority preference (n = 11). LFC prized prior experience (n = 9) and “genuineness” in formal caregivers (n = 5). Lastly, although formal caregivers speaking Spanish was important (n = 8), embracing Latino culture was equally valuable (n = 8). Conclusion Health care professionals (especially doctors) should consider cultural nuances when suggesting formal care to LFC’s. There are preconceived notions that LFC’s do not consider formal care, however if the formal caregiver is trustworthy, professional, and embraces Latino culture, LFC’s are likely to use formal care when the time is right. Future interventions should assist LFC’s in identifying professional and culturally competent formal caregivers and locating financial resources.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.008
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.050
Threshold uncertainty score0.099

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.011
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0070.006
Scholarly communication0.0050.005
Open science0.0020.006
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.062
GPT teacher head0.328
Teacher spread0.266 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations0
Published2024
Admission routes1
Has abstractyes

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